Automotive & Dealer Networks
Every dealer on the same truth.
OEMs and dealer networks run on portals, claims, and inventory feeds that drift out of sync. We build the systems that keep every dealer working from the same truth.
OEM and dealer networks working from the same VINs, inventory, and claims, so the network stops reconciling by email.
Dealer portals on one graph
OEM and dealer working from the same VINs, the same inventory, the same claims. No more reconciling by email.
Claims validation agents
Claims checked against VIN history and policy rules, with exceptions routed to a human.
Inventory allocation that holds up
Allocations grounded in live dealer inventory and demand, not the monthly export.
Dealers, VINs, Parts, Claims. Modeled as one.
We name the real objects your business operates on, how they connect, and what a person or an agent can actually do to them. That model is the map every decision ties back to.
Data & Platform Engineering
End-to-end builds in your cloud. Data pipelines, standardized transforms, governed datasets, and the ops UI that teams actually run.
Ontology Design & Modeling
We design the object model, the parts, orders, patients, and signatures, that becomes the operational graph your teams work from.
AI & Agent Workflows
AI grounded in your ontology. Agents governed by your business rules, with human-in-the-loop where it matters.
Revenue Ops Agents
Quote-to-cash, billing exceptions, pipeline hygiene. Agents that keep revenue data clean and deals moving without a human chasing every record.
Capabilities
- Lead & account matching
- Quote-to-cash tracking
- Billing exception handling
- CRM hygiene
Supply Chain Ops Agents
Shortage detection, order tracking, vendor scorecards. Agents watching the graph so operators find out about problems before the line stops.
Capabilities
- Shortage detection
- PO & order tracking
- Vendor scorecards
- Inventory reconciliation
Service Ops Agents
Triage, guided workflows, customer comms at scale. Agents that clear the routine volume and escalate the judgment calls to a human.
Capabilities
- Ticket triage
- Guided resolution workflows
- Customer communications
- Human-in-the-loop escalation
Shipped, running, and measured.
Trailer Manufacturing ERP
FactoryOS
Ontology-driven inventory and production workflow connecting vendors, purchasing, and build batches on Foundry & AWS.
157K+
Parts Governed
21K+
Manufacturing Orders
8K+
Units Annually
1,800+
Vendors Integrated
Skilled Labor Allocation
Construction Ops Scheduler
Algorithmic workforce scheduling that matches skilled labor to job sites based on geography, qualifications, and availability constraints, keeping workers closer to home without sacrificing coverage.
4,200+
Workers Scheduled
38%
Travel Time Reduced
12 wk
Max Away Rule
96%
Fill Rate

